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"""
Parse IRS 990-PF XML files into the new raw schema.
Populates: raw.filing, raw.filing_source, raw.form_990pf,
raw.grant_990pf.
Usage:
python -m scripts.parse.irs_990pf data/irs/xml-zips/*.zip
python -m scripts.parse.irs_990pf data/irs/xml-missing/202100139349100100_public.xml
"""
import io
import os
import sys
import zipfile
from lxml import etree
from scripts.common.db import execute_transaction
from scripts.common.normalize import parse_numeric, is_placeholder
from scripts.common.xml import (
NS, NS_MAP, text, text_bool, derive_source_document_id, extract_filing_metadata,
)
from scripts.common.ingest import (
start_ingest_run, finish_ingest_run, fail_ingest_run, log_ingest_error,
)
from scripts.common.filing import (
upsert_raw_filing, record_raw_filing_source,
)
PARSER_NAME = "parse_irs_990pf"
SOURCE_SYSTEM = "irs_xml"
# Standalone XML files use this as source_archive
STANDALONE_ARCHIVE = "__standalone__"
# Grant element XPaths — three schema variants across IRS versions
GRANT_XPATHS = [
f".//{{{NS}}}SupplementaryInformationGrp/{{{NS}}}GrantOrContributionPdDurYrGrp",
f".//{{{NS}}}SupplementaryInformation/{{{NS}}}GrantOrContriPaidDuringYear",
f".//{{{NS}}}SupplementaryInfomation/{{{NS}}}GrantOrContriPaidDuringYear", # IRS typo
]
# ============================================================
# Grant extraction
# ============================================================
def extract_grant(g, line_number):
"""Extract a single grant row from a grant XML element.
Child element names vary across IRS schema versions, so each field
tries the modern tag first, then falls back to the older variant.
"""
if len(g) == 0:
return None
amount_raw = (
text(g, "irs:Amt")
or text(g, "irs:Amount")
)
return {
"line_number": line_number,
"recipient_name": (
text(g, "irs:RecipientBusinessName/irs:BusinessNameLine1Txt")
or text(g, "irs:RecipientBusinessName/irs:BusinessNameLine1")
),
"recipient_name2": (
text(g, "irs:RecipientBusinessName/irs:BusinessNameLine2Txt")
or text(g, "irs:RecipientBusinessName/irs:BusinessNameLine2")
),
"recipient_person_name": (
text(g, "irs:RecipientPersonNm")
or text(g, "irs:RecipientPersonName")
),
"address_line1": (
text(g, "irs:RecipientUSAddress/irs:AddressLine1Txt")
or text(g, "irs:RecipientUSAddress/irs:AddressLine1")
or text(g, "irs:RecipientForeignAddress/irs:AddressLine1Txt")
or text(g, "irs:RecipientForeignAddress/irs:AddressLine1")
),
"address_line2": (
text(g, "irs:RecipientUSAddress/irs:AddressLine2Txt")
or text(g, "irs:RecipientUSAddress/irs:AddressLine2")
or text(g, "irs:RecipientForeignAddress/irs:AddressLine2Txt")
or text(g, "irs:RecipientForeignAddress/irs:AddressLine2")
),
"city": (
text(g, "irs:RecipientUSAddress/irs:CityNm")
or text(g, "irs:RecipientUSAddress/irs:City")
or text(g, "irs:RecipientForeignAddress/irs:CityNm")
or text(g, "irs:RecipientForeignAddress/irs:City")
),
"state": (
text(g, "irs:RecipientUSAddress/irs:StateAbbreviationCd")
or text(g, "irs:RecipientUSAddress/irs:State")
or text(g, "irs:RecipientForeignAddress/irs:ProvinceOrStateNm")
),
"zip": (
text(g, "irs:RecipientUSAddress/irs:ZIPCd")
or text(g, "irs:RecipientUSAddress/irs:ZIPCode")
),
"country": text(g, "irs:RecipientForeignAddress/irs:CountryCd"),
"foreign_postal_code": text(g, "irs:RecipientForeignAddress/irs:ForeignPostalCd"),
"amount_raw": amount_raw,
"amount": parse_numeric(amount_raw),
"purpose": (
text(g, "irs:GrantOrContributionPurposeTxt")
or text(g, "irs:PurposeOfGrantOrContriTxt")
),
"foundation_status": (
text(g, "irs:RecipientFoundationStatusTxt")
or text(g, "irs:RecipientFoundationStatusCd")
),
"relationship": (
text(g, "irs:RecipientRelationshipTxt")
or text(g, "irs:RecipientRelationship")
),
}
def find_all_grants(tree):
"""Find all grant elements across schema variants."""
grants = []
for xpath in GRANT_XPATHS:
grants.extend(tree.findall(xpath))
return grants
# ============================================================
# Form 990-PF summary extraction
# ============================================================
def extract_form_990pf(tree):
"""Extract filing-level summary fields for raw_form_990pf."""
pf = f".//{{{NS}}}IRS990PF"
a = f"{pf}/{{{NS}}}AnalysisOfRevenueAndExpenses"
bs = f"{pf}/{{{NS}}}Form990PFBalanceSheetsGrp"
si = f"{pf}/{{{NS}}}SupplementaryInformationGrp"
sa = f"{pf}/{{{NS}}}StatementsRegardingActyGrp"
# Filer address from ReturnHeader. Each field tries the modern (*Txt /
# *Cd / CityNm / StateAbbreviationCd / ZIPCd) tag first and falls back
# to the old-schema variant used by older filings.
filer_addr = {
"filer_name2": (
text(tree, ".//irs:Filer/irs:BusinessName/irs:BusinessNameLine2Txt")
or text(tree, ".//irs:Filer/irs:BusinessName/irs:BusinessNameLine2")
),
"filer_address_line1": (
text(tree, ".//irs:Filer/irs:USAddress/irs:AddressLine1Txt")
or text(tree, ".//irs:Filer/irs:USAddress/irs:AddressLine1")
or text(tree, ".//irs:Filer/irs:ForeignAddress/irs:AddressLine1Txt")
or text(tree, ".//irs:Filer/irs:ForeignAddress/irs:AddressLine1")
),
"filer_address_line2": (
text(tree, ".//irs:Filer/irs:USAddress/irs:AddressLine2Txt")
or text(tree, ".//irs:Filer/irs:USAddress/irs:AddressLine2")
or text(tree, ".//irs:Filer/irs:ForeignAddress/irs:AddressLine2Txt")
or text(tree, ".//irs:Filer/irs:ForeignAddress/irs:AddressLine2")
),
"filer_city": (
text(tree, ".//irs:Filer/irs:USAddress/irs:CityNm")
or text(tree, ".//irs:Filer/irs:USAddress/irs:City")
or text(tree, ".//irs:Filer/irs:ForeignAddress/irs:CityNm")
or text(tree, ".//irs:Filer/irs:ForeignAddress/irs:City")
),
"filer_state": (
text(tree, ".//irs:Filer/irs:USAddress/irs:StateAbbreviationCd")
or text(tree, ".//irs:Filer/irs:USAddress/irs:State")
or text(tree, ".//irs:Filer/irs:ForeignAddress/irs:ProvinceOrStateNm")
),
"filer_zip": (
text(tree, ".//irs:Filer/irs:USAddress/irs:ZIPCd")
or text(tree, ".//irs:Filer/irs:USAddress/irs:ZIPCode")
),
"filer_country": text(tree, ".//irs:Filer/irs:ForeignAddress/irs:CountryCd"),
"filer_foreign_postal_code": text(tree, ".//irs:Filer/irs:ForeignAddress/irs:ForeignPostalCd"),
"phone": text(tree, ".//irs:Filer/irs:PhoneNum"),
}
# Classification. text_bool preserves None (tag absent) vs False
# (tag present but not ticked); the accounting_method scan treats both
# the same because we're looking for the first truthy branch.
method_cash = text_bool(tree, f"{pf}/irs:MethodOfAccountingCashInd")
method_accrual = text_bool(tree, f"{pf}/irs:MethodOfAccountingAccrualInd")
classification = {
"is_501c3_pf": text_bool(tree, f"{pf}/irs:Organization501c3ExemptPFInd"),
"is_4947a1_trust": text_bool(tree, f"{pf}/irs:Organization4947a1TrtdPFInd"),
"is_private_operating": text_bool(tree, f"{sa}/irs:PrivateOperatingFoundationInd"),
"accounting_method": (
"cash" if method_cash
else ("accrual" if method_accrual else None)
),
}
# Filing status. is_initial is true when either of two mutually-exclusive
# indicator tags is set; we preserve None when both tags are absent.
initial_std = text_bool(tree, f"{pf}/irs:InitialReturnInd")
initial_former = text_bool(tree, f"{pf}/irs:InitialReturnFormerPubChrtyInd")
if initial_std is None and initial_former is None:
is_initial = None
else:
is_initial = bool(initial_std) or bool(initial_former)
status = {
"is_amended": text_bool(tree, f"{pf}/irs:AmendedReturnInd"),
"is_initial": is_initial,
"is_final": text_bool(tree, f"{pf}/irs:FinalReturnInd"),
}
# Part I: revenue and expenses
part_i = {}
part_i_fields = {
"contributions_received": f"{a}/irs:ContriRcvdRevAndExpnssAmt",
"interest_revenue": f"{a}/irs:InterestOnSavRevAndExpnssAmt",
"dividends_revenue": f"{a}/irs:DividendsRevAndExpnssAmt",
"net_gain_sale_assets": f"{a}/irs:NetGainSaleAstRevAndExpnssAmt",
"total_revenue": f"{a}/irs:TotalRevAndExpnssAmt",
"total_net_investment_income": f"{a}/irs:TotalNetInvstIncmAmt",
"compensation_officers": f"{a}/irs:CompOfcrDirTrstRevAndExpnssAmt",
"total_operating_expenses": f"{a}/irs:TotOprExpensesRevAndExpnssAmt",
"contributions_paid": f"{a}/irs:ContriPaidRevAndExpnssAmt",
"total_expenses": f"{a}/irs:TotalExpensesRevAndExpnssAmt",
"total_charitable_disbursements": f"{a}/irs:TotalExpensesDsbrsChrtblAmt",
"excess_revenue_over_expenses": f"{a}/irs:ExcessRevenueOverExpensesAmt",
"net_investment_income": f"{a}/irs:NetInvestmentIncomeAmt",
"adjusted_net_income": f"{a}/irs:AdjustedNetIncomeAmt",
}
for col, xpath in part_i_fields.items():
part_i[col] = parse_numeric(text(tree, xpath))
# Part II: balance sheets
part_ii = {}
part_ii_fields = {
"total_assets_boy": f"{bs}/irs:TotalAssetsBOYAmt",
"total_assets_eoy": f"{bs}/irs:TotalAssetsEOYAmt",
"total_assets_eoy_fmv": f"{bs}/irs:TotalAssetsEOYFMVAmt",
"total_liabilities_boy": f"{bs}/irs:TotalLiabilitiesBOYAmt",
"total_liabilities_eoy": f"{bs}/irs:TotalLiabilitiesEOYAmt",
"net_assets_boy": f"{bs}/irs:TotNetAstOrFundBalancesBOYAmt",
"net_assets_eoy": f"{bs}/irs:TotNetAstOrFundBalancesEOYAmt",
"fmv_assets_eoy": f"{pf}/irs:FMVAssetsEOYAmt",
}
for col, xpath in part_ii_fields.items():
part_ii[col] = parse_numeric(text(tree, xpath))
# Parts X-XII
dist = {
"minimum_investment_return": parse_numeric(
text(tree, f"{pf}/irs:MinimumInvestmentReturnGrp/irs:MinimumInvestmentReturnAmt")
),
"distributable_amount": parse_numeric(
text(tree, f"{pf}/irs:DistributableAmountGrp/irs:DistributableAsAdjustedAmt")
),
"qualifying_distributions": parse_numeric(
text(tree, f"{pf}/irs:QualifyingDistriPartXIIGrp/irs:QualifyingDistributionsAmt")
),
"excise_tax_amount": parse_numeric(
text(tree, f"{pf}/irs:ExciseTaxBasedOnInvstIncmGrp/irs:InvestmentIncomeExciseTaxAmt")
),
}
# Part XV totals
xv = {
"total_grants_paid": parse_numeric(
text(tree, f"{si}/irs:TotalGrantOrContriPdDurYrAmt")
),
"total_grants_approved_future": parse_numeric(
text(tree, f"{si}/irs:TotalGrantOrContriApprvFutAmt")
),
}
# Misc
misc = {
"website": text(tree, f"{sa}/irs:WebsiteAddressTxt"),
"state_of_registration": text(tree, f"{sa}/irs:OrgReportOrRegisterStateCd"),
}
# Officer / signer
officer = {
"officer_name": text(tree, ".//irs:BusinessOfficerGrp/irs:PersonNm"),
"officer_title": text(tree, ".//irs:BusinessOfficerGrp/irs:PersonTitleTxt"),
"signature_date": text(tree, ".//irs:BusinessOfficerGrp/irs:SignatureDt"),
"preparer_firm": (
text(tree, ".//irs:PreparerFirmGrp/irs:PreparerFirmName/irs:BusinessNameLine1Txt")
or text(tree, ".//irs:PreparerFirmGrp/irs:PreparerFirmName/irs:BusinessNameLine1")
),
}
return {**filer_addr, **classification, **status, **part_i, **part_ii, **dist, **xv, **misc, **officer}
# ============================================================
# Grant detail status
# ============================================================
def compute_grant_detail_status(grant_elements, grant_rows):
"""Determine grant detail completeness status."""
if not grant_elements:
return "no_grants"
if not grant_rows:
return "unresolved"
placeholder_count = sum(
1 for r in grant_rows
if is_placeholder(r.get("recipient_name"))
or is_placeholder(r.get("amount_raw"))
)
if placeholder_count == len(grant_rows):
return "placeholder_only"
if placeholder_count > 0:
return "see_attached"
return "complete"
# ============================================================
# Per-filing processing
# ============================================================
GRANT_COLUMNS = [
"raw_filing_id", "line_number",
"recipient_name", "recipient_name2", "recipient_person_name",
"address_line1", "address_line2", "city", "state", "zip",
"country", "foreign_postal_code",
"amount_raw", "amount", "purpose", "foundation_status", "relationship",
]
def process_filing(tree, source_document_id, source_archive, source_path, ingest_run_id):
"""Process a single 990-PF filing. All child writes are transactional."""
# Extract filing metadata
metadata = extract_filing_metadata(tree)
# Extract grants
grant_elements = find_all_grants(tree)
extracted_grants = []
for i, g in enumerate(grant_elements, start=1):
row = extract_grant(g, i)
if row is not None:
extracted_grants.append(row)
# Extract form summary
form_data = extract_form_990pf(tree)
form_data["grant_detail_status"] = compute_grant_detail_status(grant_elements, extracted_grants)
root = tree.getroot()
return_header = root.find(f"{{{NS}}}ReturnHeader")
return_data = root.find(f"{{{NS}}}ReturnData")
def _do(conn):
raw_filing_id = upsert_raw_filing(
SOURCE_SYSTEM, source_document_id, metadata, ingest_run_id, conn=conn
)
record_raw_filing_source(
raw_filing_id, ingest_run_id, source_archive, source_path, conn=conn
)
filing_form_data = {**form_data, "raw_filing_id": raw_filing_id}
grant_rows = [
{**row, "raw_filing_id": raw_filing_id}
for row in extracted_grants
]
_replace_children(conn, raw_filing_id, filing_form_data, grant_rows, xml_rows)
# 1 raw_filing + 1 raw_filing_source + 1 raw_form_990pf + grants + xml fields
return 3 + len(grant_rows) + len(xml_rows)
return execute_transaction(_do)
def _replace_children(conn, raw_filing_id, form_data, grant_rows, xml_rows):
"""Delete and re-insert all child rows for a filing using the caller's transaction."""
form_columns = list(form_data.keys())
form_placeholders = ", ".join(["%s"] * len(form_columns))
form_values = [form_data[col] for col in form_columns]
grant_placeholders = ", ".join(["%s"] * len(GRANT_COLUMNS))
with conn.cursor() as cur:
# Delete old child rows
cur.execute("DELETE FROM raw.grant_990pf WHERE raw_filing_id = %s", (raw_filing_id,))
cur.execute("DELETE FROM raw.form_990pf WHERE raw_filing_id = %s", (raw_filing_id,))
# Insert form summary
cur.execute(
f"INSERT INTO raw.form_990pf ({', '.join(form_columns)}) "
f"VALUES ({form_placeholders})",
form_values,
)
# Insert grants
if grant_rows:
from psycopg2.extras import execute_batch
grant_values = [
[row.get(col) for col in GRANT_COLUMNS]
for row in grant_rows
]
execute_batch(
cur,
f"INSERT INTO raw.grant_990pf ({', '.join(GRANT_COLUMNS)}) "
f"VALUES ({grant_placeholders})",
grant_values,
)
# Insert XML fields
# ============================================================
# ZIP / file processing
# ============================================================
def process_xml_bytes(xml_bytes, source_archive, source_path, ingest_run_id):
"""Parse XML bytes and process if it's a 990-PF. Returns rows inserted or None if skipped."""
try:
tree = etree.parse(io.BytesIO(xml_bytes))
except etree.XMLSyntaxError as e:
log_ingest_error(ingest_run_id, source_archive, source_path,
f"XML parse error: {e}", stage="parse_xml")
return None
ret_type = text(tree, ".//irs:ReturnTypeCd")
if ret_type != "990PF":
return None
source_document_id = derive_source_document_id(SOURCE_SYSTEM, source_path)
try:
return process_filing(tree, source_document_id, source_archive, source_path, ingest_run_id)
except Exception as e:
log_ingest_error(ingest_run_id, source_archive, source_path, e,
source_document_id=source_document_id, stage="process_filing")
raise
def process_zip(zip_path, ingest_run_id):
"""Process all XMLs in a ZIP file."""
basename = os.path.basename(zip_path)
try:
zf = zipfile.ZipFile(zip_path)
except zipfile.BadZipFile as e:
log_ingest_error(ingest_run_id, basename, basename, e, stage="open_zip")
print(f"Skipping bad ZIP {basename}: {e}", file=sys.stderr)
return 0, 0, 0
with zf:
names = [n for n in zf.namelist() if n.endswith(".xml")]
print(f"Processing {basename}: {len(names)} XML files")
files_scanned = 0
files_matched = 0
total_rows = 0
for i, name in enumerate(names):
# Count every ZIP member as scanned, even ones we fail to read —
# otherwise read failures silently shrink the scanned total and
# make run-level metrics misleading.
files_scanned += 1
try:
xml_bytes = zf.read(name)
except Exception as e:
log_ingest_error(ingest_run_id, basename, name, e, stage="read")
continue
try:
rows = process_xml_bytes(xml_bytes, basename, name, ingest_run_id)
except Exception as e:
print(f" ERROR in {name}: {e}", file=sys.stderr)
continue
if rows is not None:
files_matched += 1
total_rows += rows
if (i + 1) % 1000 == 0:
print(f" ...{i + 1}/{len(names)} files, {files_matched} matched, {total_rows} rows")
print(f" Done: {files_scanned} scanned, {files_matched} matched, {total_rows} rows")
return files_scanned, files_matched, total_rows
def main():
args = sys.argv[1:]
if not args:
print(f"Usage: python -m scripts.parse.irs_990pf <zip_or_xml_files...>", file=sys.stderr)
sys.exit(1)
notes = " ".join(os.path.basename(a) for a in args)
ingest_run_id = start_ingest_run(PARSER_NAME, SOURCE_SYSTEM, notes)
grand_scanned = 0
grand_matched = 0
grand_rows = 0
try:
for path in args:
if path.endswith(".zip"):
scanned, matched, rows = process_zip(path, ingest_run_id)
grand_scanned += scanned
grand_matched += matched
grand_rows += rows
elif path.endswith(".xml"):
xml_name = os.path.basename(path)
# Count before I/O, so read failures still show up in scanned.
grand_scanned += 1
try:
with open(path, "rb") as f:
xml_bytes = f.read()
except Exception as e:
log_ingest_error(ingest_run_id, STANDALONE_ARCHIVE, xml_name, e, stage="read")
print(f"ERROR reading {path}: {e}", file=sys.stderr)
continue
try:
rows = process_xml_bytes(
xml_bytes, STANDALONE_ARCHIVE, xml_name, ingest_run_id
)
except Exception as e:
print(f"ERROR in {path}: {e}", file=sys.stderr)
continue
if rows is not None:
grand_matched += 1
grand_rows += rows
else:
print(f"Skipping unknown file type: {path}", file=sys.stderr)
finish_ingest_run(ingest_run_id, grand_scanned, grand_matched, grand_rows)
except Exception:
fail_ingest_run(ingest_run_id)
raise
print(f"\nDone. {grand_scanned} files scanned, {grand_matched} matched, {grand_rows} rows.")
if __name__ == "__main__":
main()
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